{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 关注公众号【Python读财】，选择“星标”公众号，重磅干货，第一时间送达"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](https://upload-images.jianshu.io/upload_images/8316927-0fb816f497f6e7f5.png?imageMogr2/auto-orient/strip%7CimageView2/2/w/1240)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tushare as ts\n",
    "import pandas as pd\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "sns.set_style('white',{'font.sans-serif':['simhei','Arial']})\n",
    "plt.rcParams['axes.unicode_minus'] = False "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 数据准备与处理"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tushare获取\n",
    "具体使用方法网址：https://tushare.pro/register?reg=134799"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "pro = ts.pro_api()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pro.cb_basic(fields = 'ts_code,stk_code,list_date')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = df[(df.list_date>=\"2018-01-01\") & (df.list_date<\"2020-01-01\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "basic_df = pro.stock_basic(exchange='', list_status='L', fields='ts_code,industry,market')\n",
    "data = data.merge(basic_df,left_on=\"stk_code\",right_on=\"ts_code\",how=\"left\")\n",
    "data.drop(columns=\"ts_code_y\",inplace=True)\n",
    "data.rename(columns={\"ts_code_x\":'ts_code'},inplace=True)\n",
    "data.dropna(how=\"any\",inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "def get_mv_and_profit(x):\n",
    "    ts_code = x[\"ts_code\"]\n",
    "    date = x[\"list_date\"].replace(\"-\",\"\")\n",
    "    x[\"total_mv\"] = pro.daily_basic(ts_code=x[\"stk_code\"],trade_date =date)[\"total_mv\"][0]\n",
    "    x['profit'] = (pro.cb_daily(ts_code=ts_code,trade_date=date)[\"open\"][0]-100)/100\n",
    "    return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_data = data.apply(get_mv_and_profit,axis=1)\n",
    "data = new_data.reset_index(drop=True)\n",
    "data[\"year\"] = data[\"list_date\"].str.split(\"-\").map(lambda x:x[0])\n",
    "data[\"month\"] = data[\"list_date\"].str.split(\"-\").map(lambda x:int(x[1]))\n",
    "data[\"total_mv\"] = data[\"total_mv\"]/1e4"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 数据导入"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = pd.read_csv(\"./data/daxin.csv\",index_col = 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 收益率分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.02, 2, '峰值=1.5%')"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "lose_size = round((data.profit<=0).mean(),4)*100\n",
    "win_size = round((data.profit>0).mean(),4)*100\n",
    "median = data.profit.median()\n",
    "fig,ax = plt.subplots(figsize=(9,6))\n",
    "fig.text(x=0.13, y=0.90, s='       可转债打新收益分布      ', \n",
    "         fontsize=32, weight='bold', color='white', backgroundcolor='#3c7f99')\n",
    "sns.kdeplot(data.profit,shade=True,legend=False,ax=ax)\n",
    "plt.vlines(0,0,4.5,colors=\"black\")\n",
    "plt.vlines(0.015,0,4.7,linestyles='dashdot',colors=\"b\")\n",
    "\n",
    "plt.box(False)\n",
    "plt.yticks([])\n",
    "plt.tick_params(axis='both', which='major', labelsize=16,bottom=False)\n",
    "ax.annotate('{}%'.format(lose_size), (-0.05, 1.5),\n",
    "            xytext=(0.2,0.5), textcoords='axes fraction',\n",
    "            arrowprops=dict(facecolor='g', shrink=0.05),\n",
    "            fontsize=16,color = \"g\",\n",
    "            horizontalalignment='right', verticalalignment='top')\n",
    "ax.annotate('{}%'.format(win_size), (0.17, 1.5),\n",
    "            xytext=(0.8,0.5), textcoords='axes fraction',\n",
    "            arrowprops=dict(facecolor='r', shrink=0.05),\n",
    "            fontsize=16,color = \"r\",\n",
    "            horizontalalignment='right', verticalalignment='top')\n",
    "ax.annotate('盈亏分界线', (0, 1.5),\n",
    "            xytext=(-0.1,3.5), textcoords='data',\n",
    "            fontsize=16,color = \"black\",)\n",
    "ax.annotate('峰值=1.5%', (0.02, 1.5),\n",
    "            xytext=(0.02,2), textcoords='data',\n",
    "            fontsize=16,color = \"b\",)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 公司市值与收益率关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "code_folding": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '收益率')"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(figsize=(9,6))\n",
    "fig.text(x=0.03, y=0.91, s='       收益率与发债公司市值的关系      ', \n",
    "         fontsize=32, weight='bold', color='white', backgroundcolor='#3c7f99')\n",
    "sns.scatterplot(x = \"total_mv\", y =\"profit\",data=data)\n",
    "plt.hlines(0,xmin=-1,xmax=4000,colors=\"black\")\n",
    "plt.tick_params(axis='both', which='major', labelsize=16,bottom=False)\n",
    "plt.grid()\n",
    "plt.xlabel(\"市值（亿元）\",fontdict={\"size\":16})\n",
    "plt.ylabel(\"收益率\",fontdict={\"size\":16})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '收益率')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(figsize=(12,8))\n",
    "fig.text(x=0.04, y=0.91, s='        收益率与发债公司市值的关系（0-500亿）   ', \n",
    "         fontsize=32, weight='bold', color='white', backgroundcolor='#3c7f99')\n",
    "sns.scatterplot(x = \"total_mv\", y =\"profit\",data=data[data[\"total_mv\"]<=500])\n",
    "plt.hlines(0,xmin=-1,xmax=500,colors=\"black\")\n",
    "plt.vlines(200,ymin=-0.1,ymax=0.28,colors=\"r\")\n",
    "plt.tick_params(axis='both', which='major', labelsize=16,bottom=False)\n",
    "plt.grid()\n",
    "plt.xlabel(\"市值（亿元）\",fontdict={\"size\":16})\n",
    "plt.ylabel(\"收益率\",fontdict={\"size\":16})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 板块与收益率的关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '所处板块')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(figsize=(9,6))\n",
    "fig.text(x=0.02, y=0.91, s='       收益率与公司所处板块的关系    ', \n",
    "         fontsize=32, weight='bold', color='white', backgroundcolor='#3c7f99')\n",
    "sns.boxplot(x = \"profit\",y = \"market\",data=data,order=[\"主板\",\"中小板\",\"创业板\"])\n",
    "sns.swarmplot(x = \"profit\",y = \"market\",data=data,order=[\"主板\",\"中小板\",\"创业板\"],color=\"black\")\n",
    "plt.tick_params(axis=\"both\",labelsize=16)\n",
    "ax.xaxis.grid(which='both', linewidth=0.75)\n",
    "plt.box(False)\n",
    "plt.xlabel('收益率', fontsize=16)\n",
    "plt.ylabel('所处板块', fontsize=16)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 行业与收益率的关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "industry = [industry for industry,df in list(data.groupby(\"industry\")) if len(df)>=5]\n",
    "industry_df = data[data.industry.isin(industry)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, '')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(figsize=(12,8))\n",
    "fig.text(x=0.06, y=0.92, s='        各行业对应的打新收益率前十(中位数)      ', \n",
    "         fontsize=32, weight='bold', color='white', backgroundcolor='#3c7f99')\n",
    "industry_order = industry_df.groupby(\"industry\")[\"profit\"].median()\\\n",
    "               .sort_values()\\\n",
    "               .index.tolist()[2:]\n",
    "sns.barplot(x=\"industry\", y=\"profit\", order=industry_order, data=industry_df, estimator = np.median,ci = None,palette=\"RdBu_r\")\n",
    "\n",
    "plt.tick_params(axis=\"both\",labelsize=16,)\n",
    "ax.yaxis.grid(which='both', linewidth=0.5, color='black')\n",
    "plt.box(False)\n",
    "plt.xlabel('')\n",
    "plt.ylabel('')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 时间效应"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "heatmap_df = data.groupby(\"month\")[\"profit\"].describe().sort_index().drop(columns = \"count\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>std</th>\n",
       "      <th>min</th>\n",
       "      <th>25%</th>\n",
       "      <th>50%</th>\n",
       "      <th>75%</th>\n",
       "      <th>max</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>month</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>0.057034</td>\n",
       "      <td>0.071953</td>\n",
       "      <td>-0.04990</td>\n",
       "      <td>0.001875</td>\n",
       "      <td>0.03765</td>\n",
       "      <td>0.08750</td>\n",
       "      <td>0.25000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>0.068483</td>\n",
       "      <td>0.055029</td>\n",
       "      <td>-0.01010</td>\n",
       "      <td>0.042750</td>\n",
       "      <td>0.06150</td>\n",
       "      <td>0.10650</td>\n",
       "      <td>0.14000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.113747</td>\n",
       "      <td>0.068556</td>\n",
       "      <td>-0.00120</td>\n",
       "      <td>0.076500</td>\n",
       "      <td>0.11810</td>\n",
       "      <td>0.15000</td>\n",
       "      <td>0.22220</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.103216</td>\n",
       "      <td>0.083288</td>\n",
       "      <td>-0.03500</td>\n",
       "      <td>0.045450</td>\n",
       "      <td>0.09000</td>\n",
       "      <td>0.16000</td>\n",
       "      <td>0.25600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>0.014708</td>\n",
       "      <td>0.071331</td>\n",
       "      <td>-0.05000</td>\n",
       "      <td>-0.026475</td>\n",
       "      <td>-0.00605</td>\n",
       "      <td>0.03500</td>\n",
       "      <td>0.19989</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>0.000550</td>\n",
       "      <td>0.079578</td>\n",
       "      <td>-0.08530</td>\n",
       "      <td>-0.046450</td>\n",
       "      <td>-0.00675</td>\n",
       "      <td>0.04025</td>\n",
       "      <td>0.10100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.050289</td>\n",
       "      <td>0.074501</td>\n",
       "      <td>-0.04000</td>\n",
       "      <td>-0.009250</td>\n",
       "      <td>0.02560</td>\n",
       "      <td>0.11300</td>\n",
       "      <td>0.20200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>-0.024560</td>\n",
       "      <td>0.038839</td>\n",
       "      <td>-0.09900</td>\n",
       "      <td>-0.054250</td>\n",
       "      <td>-0.01950</td>\n",
       "      <td>0.00210</td>\n",
       "      <td>0.03880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0.089345</td>\n",
       "      <td>0.103328</td>\n",
       "      <td>-0.07000</td>\n",
       "      <td>0.003095</td>\n",
       "      <td>0.11000</td>\n",
       "      <td>0.16535</td>\n",
       "      <td>0.23640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0.062296</td>\n",
       "      <td>0.058785</td>\n",
       "      <td>-0.01000</td>\n",
       "      <td>0.031280</td>\n",
       "      <td>0.05000</td>\n",
       "      <td>0.10010</td>\n",
       "      <td>0.14010</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0.061051</td>\n",
       "      <td>0.052721</td>\n",
       "      <td>0.00026</td>\n",
       "      <td>0.030000</td>\n",
       "      <td>0.04050</td>\n",
       "      <td>0.07000</td>\n",
       "      <td>0.17500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0.068981</td>\n",
       "      <td>0.081203</td>\n",
       "      <td>-0.03560</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.06610</td>\n",
       "      <td>0.12515</td>\n",
       "      <td>0.21210</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           mean       std      min       25%      50%      75%      max\n",
       "month                                                                  \n",
       "1      0.057034  0.071953 -0.04990  0.001875  0.03765  0.08750  0.25000\n",
       "2      0.068483  0.055029 -0.01010  0.042750  0.06150  0.10650  0.14000\n",
       "3      0.113747  0.068556 -0.00120  0.076500  0.11810  0.15000  0.22220\n",
       "4      0.103216  0.083288 -0.03500  0.045450  0.09000  0.16000  0.25600\n",
       "5      0.014708  0.071331 -0.05000 -0.026475 -0.00605  0.03500  0.19989\n",
       "6      0.000550  0.079578 -0.08530 -0.046450 -0.00675  0.04025  0.10100\n",
       "7      0.050289  0.074501 -0.04000 -0.009250  0.02560  0.11300  0.20200\n",
       "8     -0.024560  0.038839 -0.09900 -0.054250 -0.01950  0.00210  0.03880\n",
       "9      0.089345  0.103328 -0.07000  0.003095  0.11000  0.16535  0.23640\n",
       "10     0.062296  0.058785 -0.01000  0.031280  0.05000  0.10010  0.14010\n",
       "11     0.061051  0.052721  0.00026  0.030000  0.04050  0.07000  0.17500\n",
       "12     0.068981  0.081203 -0.03560  0.000000  0.06610  0.12515  0.21210"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "heatmap_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(Text(0.5, 53.0, ''), Text(71.0, 0.5, ''))"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax = plt.subplots(figsize=(10,8))\n",
    "sns.heatmap(heatmap_df,cmap=\"RdBu_r\",center=0,annot=True,annot_kws={'fontsize':14})\n",
    "plt.tick_params(axis='x', which='major', labelsize=16)\n",
    "plt.tick_params(axis='y', which='major', labelsize=16,labelrotation=0)\n",
    "plt.xlabel(\"\"),plt.ylabel(\"\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
